knowledge-base-update

To update knowledge base entries, the system compares proposed edits with existing pages to detect contradictions, duplication, and outdated information, merging changes into a single, publish-ready Markdown article.

Formatting consistency is maintained by applying uniform Markdown and HTML conventions across all entries, preserving existing styling while reconciling content edits against current documents.

Yes, you can merge product spec changes into the knowledge base while automatically removing deprecated steps and enforcing the site's established formatting style for a publish-ready output.

The knowledge base update process outputs ready-to-publish Markdown files that are fully compatible with Layaa OS and standard CMS APIs for direct documentation deployment.

Drafting new articles involves checking factual consistency against current documents, applying organizational conventions, and formatting the output to match existing knowledge portal styles.